Created
June 18, 2021 04:16
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Generate fake data
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import cProfile | |
import io | |
import pstats | |
import random | |
import pandas as pd | |
from mimesis import Address, Datetime, Person | |
from mimesis.enums import Gender | |
person = Person('en') | |
addess = Address() | |
datetime = Datetime() | |
def create_rows_mimesis(num=1): | |
output = [{ | |
"pii_name": person.full_name(), | |
"pii_email": person.email(), | |
"pii_mobile": person.telephone(), | |
"attribute1": person.age(), | |
"attribute2": person.blood_type(), | |
"attribute3": addess.city(), | |
"attribute4": addess.state(), | |
"attribute5": datetime.datetime().isoformat(), | |
"attribute6": person.nationality(), | |
"attribute7": addess.postal_code(), | |
} for x in range(num)] | |
return output | |
data_frame = pd.DataFrame(data=create_rows_mimesis(5_000)) | |
data_frame.index.name = 'personId' | |
print(data_frame.head(10)) | |
# data_frame.to_csv("/tmp/test_data.csv", index=False) | |
data_frame.to_excel(f"/tmp/test_data_{datetime.datetime().now().strftime('%T')}.xlsx",sheet_name='Sheet1',header=True,index=False)% |
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